Overview

Dataset Statistics

Number of Variables 30
Number of Rows 284808
Missing Cells 1
Missing Cells (%) 0.0%
Duplicate Rows 9144
Duplicate Rows (%) 3.2%
Total Size in Memory 65.2 MB
Average Row Size in Memory 240.0 B
Variable Types
  • Numerical: 29
  • Categorical: 1

Dataset Insights

V2 and V5 have similar distributions Similar Distribution
V2 and V9 have similar distributions Similar Distribution
V2 and V13 have similar distributions Similar Distribution
V5 and V9 have similar distributions Similar Distribution
V5 and V13 have similar distributions Similar Distribution
V7 and V12 have similar distributions Similar Distribution
V7 and V14 have similar distributions Similar Distribution
V7 and V15 have similar distributions Similar Distribution
V7 and V16 have similar distributions Similar Distribution
V9 and V11 have similar distributions Similar Distribution
V9 and V13 have similar distributions Similar Distribution
V11 and V13 have similar distributions Similar Distribution
V12 and V14 have similar distributions Similar Distribution
V12 and V16 have similar distributions Similar Distribution
V12 and V18 have similar distributions Similar Distribution
V13 and V15 have similar distributions Similar Distribution
V14 and V16 have similar distributions Similar Distribution
V14 and V19 have similar distributions Similar Distribution
V16 and V19 have similar distributions Similar Distribution
V18 and V19 have similar distributions Similar Distribution
V18 and V22 have similar distributions Similar Distribution
V19 and V22 have similar distributions Similar Distribution
V1 is skewed Skewed
V2 is skewed Skewed
V3 is skewed Skewed
V4 is skewed Skewed
V5 is skewed Skewed
V6 is skewed Skewed
V7 is skewed Skewed
V8 is skewed Skewed
V9 is skewed Skewed
V10 is skewed Skewed
V12 is skewed Skewed
V14 is skewed Skewed
V16 is skewed Skewed
V17 is skewed Skewed
V18 is skewed Skewed
V19 is skewed Skewed
V20 is skewed Skewed
V21 is skewed Skewed
V22 is skewed Skewed
V23 is skewed Skewed
V24 is skewed Skewed
V25 is skewed Skewed
V27 is skewed Skewed
V28 is skewed Skewed
Amount is skewed Skewed
Dataset has 9144 (3.21%) duplicate rows Duplicates
Class has constant length 1 Constant Length
V1 has 141456 (49.67%) negatives Negatives
V2 has 134219 (47.13%) negatives Negatives
V3 has 128163 (45.0%) negatives Negatives
V4 has 144105 (50.6%) negatives Negatives
V5 has 148929 (52.29%) negatives Negatives
V6 has 176633 (62.02%) negatives Negatives
V7 has 135852 (47.7%) negatives Negatives
V8 has 135521 (47.58%) negatives Negatives
V9 has 149455 (52.48%) negatives Negatives
V10 has 159922 (56.15%) negatives Negatives
V11 has 145633 (51.13%) negatives Negatives
V12 has 121090 (42.52%) negatives Negatives
V13 has 144124 (50.6%) negatives Negatives
V14 has 133763 (46.97%) negatives Negatives
V15 has 136234 (47.83%) negatives Negatives
V16 has 132553 (46.54%) negatives Negatives
V17 has 153635 (53.94%) negatives Negatives
V18 has 142942 (50.19%) negatives Negatives
V19 has 141804 (49.79%) negatives Negatives
V20 has 169130 (59.38%) negatives Negatives
V21 has 153197 (53.79%) negatives Negatives
V22 has 141402 (49.65%) negatives Negatives
V23 has 148401 (52.11%) negatives Negatives
V24 has 127732 (44.85%) negatives Negatives
V25 has 139302 (48.91%) negatives Negatives
V26 has 151721 (53.27%) negatives Negatives
V27 has 141004 (49.51%) negatives Negatives
V28 has 125889 (44.2%) negatives Negatives
  • 1
  • 2
  • 3
  • 4
  • 5
  • 6
  • 7
  • 8

Variables


V1

numerical

Approximate Distinct Count 275653
Approximate Unique (%) 96.8%
Missing 1
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556912
Mean 1.7591e-12
Minimum -56.4075
Maximum 2.4549
Zeros 0
Zeros (%) 0.0%
Negatives 141456
Negatives (%) 49.7%
  • V1 is skewed left (γ1 = -3.2807)

Quantile Statistics

Minimum -56.4075
5-th Percentile -2.8991
Q1 -0.9204
Median 0.01811
Q3 1.3156
95-th Percentile 2.0812
Maximum 2.4549
Range 58.8624
IQR 2.236

Descriptive Statistics

Mean 1.7591e-12
Standard Deviation 1.9587
Variance 3.8365
Sum 5.0099e-07
Skewness -3.2807
Kurtosis 32.4861
Coefficient of Variation 1.1135e+12
  • V1 is not normally distributed (p-value 6.216150715068902e-14)
  • V1 has 7062 outliers

V2

numerical

Approximate Distinct Count 275655
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -2.5555e-07
Minimum -72.7157
Maximum 22.0577
Zeros 0
Zeros (%) 0.0%
Negatives 134219
Negatives (%) 47.1%
  • V2 is skewed left (γ1 = -4.6248)

Quantile Statistics

Minimum -72.7157
5-th Percentile -1.972
Q1 -0.5985
Median 0.06548
Q3 0.8037
95-th Percentile 1.8086
Maximum 22.0577
Range 94.7735
IQR 1.4023

Descriptive Statistics

Mean -2.5555e-07
Standard Deviation 1.6513
Variance 2.7268
Sum -0.07278
Skewness -4.6248
Kurtosis 95.7717
Coefficient of Variation -6.4619e+06
  • V2 is not normally distributed (p-value 7.645014887634339e-23)
  • V2 has 13527 outliers

V3

numerical

Approximate Distinct Count 275657
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 8.9055e-06
Minimum -48.3256
Maximum 9.3826
Zeros 0
Zeros (%) 0.0%
Negatives 128163
Negatives (%) 45.0%
  • V3 is skewed left (γ1 = -2.2401)

Quantile Statistics

Minimum -48.3256
5-th Percentile -2.3897
Q1 -0.8904
Median 0.1798
Q3 1.0272
95-th Percentile 2.0627
Maximum 9.3826
Range 57.7081
IQR 1.9176

Descriptive Statistics

Mean 8.9055e-06
Standard Deviation 1.5163
Variance 2.299
Sum 2.5363
Skewness -2.2401
Kurtosis 26.6187
Coefficient of Variation 170261.8018
  • V3 is not normally distributed (p-value 8.709562608284833e-15)
  • V3 has 3363 outliers

V4

numerical

Approximate Distinct Count 275654
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 4.8389e-06
Minimum -5.6832
Maximum 16.8753
Zeros 0
Zeros (%) 0.0%
Negatives 144105
Negatives (%) 50.6%
  • V4 is skewed right (γ1 = 0.6763)

Quantile Statistics

Minimum -5.6832
5-th Percentile -2.1957
Q1 -0.8486
Median -0.01984
Q3 0.7434
95-th Percentile 2.5665
Maximum 16.8753
Range 22.5585
IQR 1.592

Descriptive Statistics

Mean 4.8389e-06
Standard Deviation 1.4159
Variance 2.0047
Sum 1.3782
Skewness 0.6763
Kurtosis 2.6354
Coefficient of Variation 292601.7211
  • V4 is not normally distributed (p-value 5.5969042315818e-08)
  • V4 has 11147 outliers

V5

numerical

Approximate Distinct Count 275657
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -1.1879e-06
Minimum -113.7433
Maximum 34.8017
Zeros 0
Zeros (%) 0.0%
Negatives 148929
Negatives (%) 52.3%
  • V5 is skewed left (γ1 = -2.4259)

Quantile Statistics

Minimum -113.7433
5-th Percentile -1.702
Q1 -0.6916
Median -0.05434
Q3 0.6119
95-th Percentile 2.099
Maximum 34.8017
Range 148.545
IQR 1.3035

Descriptive Statistics

Mean -1.1879e-06
Standard Deviation 1.3802
Variance 1.9051
Sum -0.3383
Skewness -2.4259
Kurtosis 206.9015
Coefficient of Variation -1.1619e+06
  • V5 is not normally distributed (p-value 1.2113520232987738e-23)
  • V5 has 12295 outliers

V6

numerical

Approximate Distinct Count 275652
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 1.6235e-06
Minimum -26.1605
Maximum 73.3016
Zeros 0
Zeros (%) 0.0%
Negatives 176633
Negatives (%) 62.0%
  • V6 is skewed right (γ1 = 1.8266)

Quantile Statistics

Minimum -26.1605
5-th Percentile -1.4068
Q1 -0.7683
Median -0.2742
Q3 0.3986
95-th Percentile 3.1604
Maximum 73.3016
Range 99.4621
IQR 1.1669

Descriptive Statistics

Mean 1.6235e-06
Standard Deviation 1.3323
Variance 1.7749
Sum 0.4624
Skewness 1.8266
Kurtosis 42.6418
Coefficient of Variation 820611.6108
  • V6 is not normally distributed (p-value 1.393671438685378e-18)
  • V6 has 22965 outliers

V7

numerical

Approximate Distinct Count 275651
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 8.4126e-07
Minimum -43.5572
Maximum 120.5895
Zeros 0
Zeros (%) 0.0%
Negatives 135852
Negatives (%) 47.7%
  • V7 is skewed right (γ1 = 2.5539)

Quantile Statistics

Minimum -43.5572
5-th Percentile -1.4344
Q1 -0.5541
Median 0.0401
Q3 0.5704
95-th Percentile 1.4076
Maximum 120.5895
Range 164.1467
IQR 1.1245

Descriptive Statistics

Mean 8.4126e-07
Standard Deviation 1.2371
Variance 1.5304
Sum 0.2396
Skewness 2.5539
Kurtosis 405.6016
Coefficient of Variation 1.4705e+06
  • V7 is not normally distributed (p-value 1.574846921238181e-24)
  • V7 has 8948 outliers

V8

numerical

Approximate Distinct Count 275643
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 3.4654e-07
Minimum -73.2167
Maximum 20.0072
Zeros 0
Zeros (%) 0.0%
Negatives 135521
Negatives (%) 47.6%
  • V8 is skewed left (γ1 = -8.5219)

Quantile Statistics

Minimum -73.2167
5-th Percentile -0.8421
Q1 -0.2086
Median 0.02236
Q3 0.3273
95-th Percentile 1.05
Maximum 20.0072
Range 93.2239
IQR 0.536

Descriptive Statistics

Mean 3.4654e-07
Standard Deviation 1.1944
Variance 1.4265
Sum 0.0987
Skewness -8.5219
Kurtosis 220.5839
Coefficient of Variation 3.4465e+06
  • V8 is not normally distributed (p-value 5.926320801243008e-25)
  • V8 has 24134 outliers

V9

numerical

Approximate Distinct Count 275656
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 1.2773e-06
Minimum -13.4341
Maximum 15.595
Zeros 0
Zeros (%) 0.0%
Negatives 149455
Negatives (%) 52.5%
  • V9 is skewed right (γ1 = 0.5547)

Quantile Statistics

Minimum -13.4341
5-th Percentile -1.7584
Q1 -0.6431
Median -0.05143
Q3 0.5971
95-th Percentile 1.7808
Maximum 15.595
Range 29.0291
IQR 1.2402

Descriptive Statistics

Mean 1.2773e-06
Standard Deviation 1.0986
Variance 1.207
Sum 0.3638
Skewness 0.5547
Kurtosis 3.7312
Coefficient of Variation 860116.0398
  • V9 is not normally distributed (p-value 1.1634253268456738e-12)
  • V9 has 8283 outliers

V10

numerical

Approximate Distinct Count 275646
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 3.1879e-07
Minimum -24.5883
Maximum 23.7451
Zeros 0
Zeros (%) 0.0%
Negatives 159922
Negatives (%) 56.1%
  • V10 is skewed right (γ1 = 1.1871)

Quantile Statistics

Minimum -24.5883
5-th Percentile -1.3386
Q1 -0.5354
Median -0.09291
Q3 0.4539
95-th Percentile 1.5486
Maximum 23.7451
Range 48.3334
IQR 0.9893

Descriptive Statistics

Mean 3.1879e-07
Standard Deviation 1.0888
Variance 1.1856
Sum 0.09079
Skewness 1.1871
Kurtosis 31.9878
Coefficient of Variation 3.4155e+06
  • V10 is not normally distributed (p-value 7.334553936944853e-19)
  • V10 has 9496 outliers

V11

numerical

Approximate Distinct Count 275648
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -1.9367e-06
Minimum -4.7975
Maximum 12.0189
Zeros 0
Zeros (%) 0.0%
Negatives 145633
Negatives (%) 51.1%
  • V11 is skewed right (γ1 = 0.3565)

Quantile Statistics

Minimum -4.7975
5-th Percentile -1.5719
Q1 -0.7625
Median -0.03276
Q3 0.7396
95-th Percentile 1.614
Maximum 12.0189
Range 16.8164
IQR 1.5021

Descriptive Statistics

Mean -1.9367e-06
Standard Deviation 1.0207
Variance 1.0419
Sum -0.5516
Skewness 0.3565
Kurtosis 1.6339
Coefficient of Variation -527025.7473
  • V11 is not normally distributed (p-value 3.901506477806956e-05)
  • V11 has 780 outliers

V12

numerical

Approximate Distinct Count 275654
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -2.1692e-06
Minimum -18.6837
Maximum 7.8484
Zeros 0
Zeros (%) 0.0%
Negatives 121090
Negatives (%) 42.5%
  • V12 is skewed left (γ1 = -2.2784)

Quantile Statistics

Minimum -18.6837
5-th Percentile -1.9672
Q1 -0.4056
Median 0.14
Q3 0.6182
95-th Percentile 1.2431
Maximum 7.8484
Range 26.5321
IQR 1.0238

Descriptive Statistics

Mean -2.1692e-06
Standard Deviation 0.9992
Variance 0.9984
Sum -0.6178
Skewness -2.2784
Kurtosis 20.2415
Coefficient of Variation -460634.4847
  • V12 is not normally distributed (p-value 1.0005435872348209e-13)
  • V12 has 15348 outliers

V13

numerical

Approximate Distinct Count 275657
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -3.4809e-06
Minimum -5.7919
Maximum 7.1269
Zeros 0
Zeros (%) 0.0%
Negatives 144124
Negatives (%) 50.6%
  • V13 is skewed right (γ1 = 0.0652)

Quantile Statistics

Minimum -5.7919
5-th Percentile -1.6397
Q1 -0.6485
Median -0.01357
Q3 0.6625
95-th Percentile 1.6079
Maximum 7.1269
Range 12.9188
IQR 1.311

Descriptive Statistics

Mean -3.4809e-06
Standard Deviation 0.9953
Variance 0.9906
Sum -0.9914
Skewness 0.06524
Kurtosis 0.1953
Coefficient of Variation -285923.9662
  • V13 is not normally distributed (p-value 9.264700375509474e-05)
  • V13 has 3368 outliers

V14

numerical

Approximate Distinct Count 275653
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -1.0926e-06
Minimum -19.2143
Maximum 10.5268
Zeros 0
Zeros (%) 0.0%
Negatives 133763
Negatives (%) 47.0%
  • V14 is skewed left (γ1 = -1.9952)

Quantile Statistics

Minimum -19.2143
5-th Percentile -1.4393
Q1 -0.4256
Median 0.05059
Q3 0.4931
95-th Percentile 1.3937
Maximum 10.5268
Range 29.7411
IQR 0.9187

Descriptive Statistics

Mean -1.0926e-06
Standard Deviation 0.9586
Variance 0.9189
Sum -0.3112
Skewness -1.9952
Kurtosis 23.8791
Coefficient of Variation -877384.7093
  • V14 is not normally distributed (p-value 9.584768827683712e-16)
  • V14 has 14149 outliers

V15

numerical

Approximate Distinct Count 275653
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 5.155e-06
Minimum -4.4989
Maximum 8.8777
Zeros 0
Zeros (%) 0.0%
Negatives 136234
Negatives (%) 47.8%
  • V15 is skewed left (γ1 = -0.3084)

Quantile Statistics

Minimum -4.4989
5-th Percentile -1.5932
Q1 -0.5829
Median 0.04807
Q3 0.6488
95-th Percentile 1.3731
Maximum 8.8777
Range 13.3767
IQR 1.2317

Descriptive Statistics

Mean 5.155e-06
Standard Deviation 0.9153
Variance 0.8378
Sum 1.4682
Skewness -0.3084
Kurtosis 0.2847
Coefficient of Variation 177560.3854
  • V15 is not normally distributed (p-value 2.7600999715716135e-05)
  • V15 has 2894 outliers

V16

numerical

Approximate Distinct Count 275645
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -1.6516e-06
Minimum -14.1299
Maximum 17.3151
Zeros 0
Zeros (%) 0.0%
Negatives 132553
Negatives (%) 46.5%
  • V16 is skewed left (γ1 = -1.101)

Quantile Statistics

Minimum -14.1299
5-th Percentile -1.4917
Q1 -0.4681
Median 0.06641
Q3 0.5233
95-th Percentile 1.3253
Maximum 17.3151
Range 31.445
IQR 0.9914

Descriptive Statistics

Mean -1.6516e-06
Standard Deviation 0.8763
Variance 0.7678
Sum -0.4704
Skewness -1.101
Kurtosis 10.4189
Coefficient of Variation -530534.0295
  • V16 is not normally distributed (p-value 4.280640313222303e-15)
  • V16 has 8184 outliers

V17

numerical

Approximate Distinct Count 275646
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 7.3021e-07
Minimum -25.1628
Maximum 9.2535
Zeros 0
Zeros (%) 0.0%
Negatives 153635
Negatives (%) 53.9%
  • V17 is skewed left (γ1 = -3.8449)

Quantile Statistics

Minimum -25.1628
5-th Percentile -0.983
Q1 -0.4837
Median -0.06567
Q3 0.3997
95-th Percentile 1.2746
Maximum 9.2535
Range 34.4163
IQR 0.8834

Descriptive Statistics

Mean 7.3021e-07
Standard Deviation 0.8493
Variance 0.7214
Sum 0.208
Skewness -3.8449
Kurtosis 94.7983
Coefficient of Variation 1.1631e+06
  • V17 is not normally distributed (p-value 1.4019658780519805e-16)
  • V17 has 7420 outliers

V18

numerical

Approximate Distinct Count 275655
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 9.0555e-08
Minimum -9.4987
Maximum 5.0411
Zeros 0
Zeros (%) 0.0%
Negatives 142942
Negatives (%) 50.2%
  • V18 is skewed left (γ1 = -0.2599)

Quantile Statistics

Minimum -9.4987
5-th Percentile -1.3581
Q1 -0.4988
Median -0.003635
Q3 0.5008
95-th Percentile 1.3944
Maximum 5.0411
Range 14.5398
IQR 0.9997

Descriptive Statistics

Mean 9.0555e-08
Standard Deviation 0.8382
Variance 0.7025
Sum 0.02579
Skewness -0.2599
Kurtosis 2.5783
Coefficient of Variation 9.256e+06
  • V18 is not normally distributed (p-value 2.3732180147029946e-08)
  • V18 has 7533 outliers

V19

numerical

Approximate Distinct Count 275645
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 1.4185e-06
Minimum -7.2135
Maximum 5.592
Zeros 0
Zeros (%) 0.0%
Negatives 141804
Negatives (%) 49.8%
  • V19 is skewed right (γ1 = 0.1092)

Quantile Statistics

Minimum -7.2135
5-th Percentile -1.3563
Q1 -0.4563
Median 0.003737
Q3 0.4589
95-th Percentile 1.2862
Maximum 5.592
Range 12.8055
IQR 0.9152

Descriptive Statistics

Mean 1.4185e-06
Standard Deviation 0.814
Variance 0.6627
Sum 0.404
Skewness 0.1092
Kurtosis 1.7249
Coefficient of Variation 573883.3291
  • V19 is not normally distributed (p-value 1.902316033214269e-08)
  • V19 has 10205 outliers

V20

numerical

Approximate Distinct Count 275632
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 8.8274e-07
Minimum -54.4977
Maximum 39.4209
Zeros 0
Zeros (%) 0.0%
Negatives 169130
Negatives (%) 59.4%
  • V20 is skewed left (γ1 = -2.0372)

Quantile Statistics

Minimum -54.4977
5-th Percentile -0.5584
Q1 -0.2117
Median -0.06248
Q3 0.133
95-th Percentile 0.8361
Maximum 39.4209
Range 93.9186
IQR 0.3448

Descriptive Statistics

Mean 8.8274e-07
Standard Deviation 0.7709
Variance 0.5943
Sum 0.2514
Skewness -2.0372
Kurtosis 271.0121
Coefficient of Variation 873326.4329
  • V20 is not normally distributed (p-value 3.3284081968761854e-19)
  • V20 has 27769 outliers

V21

numerical

Approximate Distinct Count 275617
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -6.4278e-08
Minimum -34.8304
Maximum 27.2028
Zeros 0
Zeros (%) 0.0%
Negatives 153197
Negatives (%) 53.8%
  • V21 is skewed right (γ1 = 3.593)

Quantile Statistics

Minimum -34.8304
5-th Percentile -0.5047
Q1 -0.2284
Median -0.02945
Q3 0.1864
95-th Percentile 0.5379
Maximum 27.2028
Range 62.0332
IQR 0.4148

Descriptive Statistics

Mean -6.4278e-08
Standard Deviation 0.7345
Variance 0.5395
Sum -0.01831
Skewness 3.593
Kurtosis 207.2841
Coefficient of Variation -1.1427e+07
  • V21 is not normally distributed (p-value 1.781544674029556e-19)
  • V21 has 14497 outliers

V22

numerical

Approximate Distinct Count 275644
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 9.7553e-07
Minimum -10.9331
Maximum 10.5031
Zeros 0
Zeros (%) 0.0%
Negatives 141402
Negatives (%) 49.6%
  • V22 is skewed left (γ1 = -0.2133)

Quantile Statistics

Minimum -10.9331
5-th Percentile -1.0819
Q1 -0.5423
Median 0.006787
Q3 0.5286
95-th Percentile 1.129
Maximum 10.5031
Range 21.4362
IQR 1.0709

Descriptive Statistics

Mean 9.7553e-07
Standard Deviation 0.7257
Variance 0.5266
Sum 0.2778
Skewness -0.2133
Kurtosis 2.8329
Coefficient of Variation 743907.3742
  • V22 is not normally distributed (p-value 1.7529907082446306e-10)
  • V22 has 1317 outliers

V23

numerical

Approximate Distinct Count 275611
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -3.8789e-07
Minimum -44.8077
Maximum 22.5284
Zeros 0
Zeros (%) 0.0%
Negatives 148401
Negatives (%) 52.1%
  • V23 is skewed left (γ1 = -5.8751)

Quantile Statistics

Minimum -44.8077
5-th Percentile -0.4722
Q1 -0.1618
Median -0.0112
Q3 0.1476
95-th Percentile 0.488
Maximum 22.5284
Range 67.3361
IQR 0.3095

Descriptive Statistics

Mean -3.8789e-07
Standard Deviation 0.6245
Variance 0.3899
Sum -0.1105
Skewness -5.8751
Kurtosis 440.0824
Coefficient of Variation -1.6099e+06
  • V23 is not normally distributed (p-value 6.244369012816248e-25)
  • V23 has 18541 outliers

V24

numerical

Approximate Distinct Count 275645
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 2.35e-07
Minimum -2.8366
Maximum 4.5845
Zeros 0
Zeros (%) 0.0%
Negatives 127732
Negatives (%) 44.9%
  • V24 is skewed left (γ1 = -0.5525)

Quantile Statistics

Minimum -2.8366
5-th Percentile -1.1437
Q1 -0.3546
Median 0.04098
Q3 0.4395
95-th Percentile 0.8664
Maximum 4.5845
Range 7.4212
IQR 0.7941

Descriptive Statistics

Mean 2.35e-07
Standard Deviation 0.6056
Variance 0.3668
Sum 0.06693
Skewness -0.5525
Kurtosis 0.6189
Coefficient of Variation 2.5773e+06
  • V24 is not normally distributed (p-value 1.5056507183485893e-07)
  • V24 has 4774 outliers

V25

numerical

Approximate Distinct Count 275640
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 4.5132e-07
Minimum -10.2954
Maximum 7.5196
Zeros 0
Zeros (%) 0.0%
Negatives 139302
Negatives (%) 48.9%
  • V25 is skewed left (γ1 = -0.4158)

Quantile Statistics

Minimum -10.2954
5-th Percentile -0.825
Q1 -0.3171
Median 0.0166
Q3 0.3507
95-th Percentile 0.7607
Maximum 7.5196
Range 17.815
IQR 0.6679

Descriptive Statistics

Mean 4.5132e-07
Standard Deviation 0.5213
Variance 0.2717
Sum 0.1285
Skewness -0.4158
Kurtosis 4.2903
Coefficient of Variation 1.155e+06
  • V25 is not normally distributed (p-value 2.347106753101415e-13)
  • V25 has 5367 outliers

V26

numerical

Approximate Distinct Count 275647
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -6.6401e-07
Minimum -2.6046
Maximum 3.5173
Zeros 0
Zeros (%) 0.0%
Negatives 151721
Negatives (%) 53.3%
  • V26 is skewed right (γ1 = 0.5767)

Quantile Statistics

Minimum -2.6046
5-th Percentile -0.6973
Q1 -0.327
Median -0.05214
Q3 0.2409
95-th Percentile 0.9209
Maximum 3.5173
Range 6.1219
IQR 0.5679

Descriptive Statistics

Mean -6.6401e-07
Standard Deviation 0.4822
Variance 0.2325
Sum -0.1891
Skewness 0.5767
Kurtosis 0.919
Coefficient of Variation -726234.8532
  • V26 is not normally distributed (p-value 2.304193559011348e-06)
  • V26 has 5597 outliers

V27

numerical

Approximate Distinct Count 275597
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 4.6895e-07
Minimum -22.5657
Maximum 31.6122
Zeros 0
Zeros (%) 0.0%
Negatives 141004
Negatives (%) 49.5%
  • V27 is skewed left (γ1 = -1.1702)

Quantile Statistics

Minimum -22.5657
5-th Percentile -0.4152
Q1 -0.07084
Median 0.001342
Q3 0.09105
95-th Percentile 0.3877
Maximum 31.6122
Range 54.1779
IQR 0.1619

Descriptive Statistics

Mean 4.6895e-07
Standard Deviation 0.4036
Variance 0.1629
Sum 0.1336
Skewness -1.1702
Kurtosis 244.9856
Coefficient of Variation 860723.0011
  • V27 is not normally distributed (p-value 2.578008609211311e-24)
  • V27 has 39163 outliers

V28

numerical

Approximate Distinct Count 275558
Approximate Unique (%) 96.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean -7.3924e-08
Minimum -15.4301
Maximum 33.8478
Zeros 0
Zeros (%) 0.0%
Negatives 125889
Negatives (%) 44.2%
  • V28 is skewed right (γ1 = 11.1921)

Quantile Statistics

Minimum -15.4301
5-th Percentile -0.3178
Q1 -0.05296
Median 0.01124
Q3 0.07828
95-th Percentile 0.2561
Maximum 33.8478
Range 49.2779
IQR 0.1312

Descriptive Statistics

Mean -7.3924e-08
Standard Deviation 0.3301
Variance 0.109
Sum -0.02105
Skewness 11.1921
Kurtosis 933.3844
Coefficient of Variation -4.4652e+06
  • V28 is not normally distributed (p-value 4.407024906388645e-25)
  • V28 has 30342 outliers

Amount

numerical

Approximate Distinct Count 32767
Approximate Unique (%) 11.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 4556928
Mean 88.3498
Minimum 0
Maximum 25691.16
Zeros 1825
Zeros (%) 0.6%
Negatives 0
Negatives (%) 0.0%
  • Amount is skewed right (γ1 = 16.9777)

Quantile Statistics

Minimum 0
5-th Percentile 0.92
Q1 5.6
Median 22
Q3 77.17
95-th Percentile 365
Maximum 25691.16
Range 25691.16
IQR 71.57

Descriptive Statistics

Mean 88.3498
Standard Deviation 250.1197
Variance 62559.8626
Sum 2.5163e+07
Skewness 16.9777
Kurtosis 845.0804
Coefficient of Variation 2.831
  • Amount is not normally distributed (p-value 4.344168615420472e-25)
  • Amount has 31903 outliers

Class

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 18797328
  • The largest value (0) is over 577.88 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 284808
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 577.88 times larger than the second largest value (1)
  • Class has words of constant length

Interactions

Correlations

Missing Values